{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/gist/benman1/2fa56a85ed92402d6ab2124b16590ad1/timeseries_analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "wrsWtTf2JlAz"
   },
   "source": [
    "**Time series Analysis**\n",
    "\n",
    " A time series data is a collection of observations x(t), where each data point is recorded at time t. The time can be discrete, t = 1,2,3,..., or\n",
    "continuous t > 0.\n",
    "\n",
    "There can be mainly four objectives of time series analysis \n",
    "* Exploratory\n",
    "  - finding the relationship among variables\n",
    "  - understanding seasonal effects\n",
    "* Signal extraction\n",
    "  - Noise removal\n",
    "* Prediction\n",
    "  - predict future values based on the previous values\n",
    "* Data compression\n",
    "  - compress the data for signal delivery or better understanding\n",
    "\n",
    "In this recipe we will perform the following objectives\n",
    "*   Generate some time series data and analyze it using pytorch LSTM framework\n",
    "* Use Prophet by Facebook on real data\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "-pLpZuWjU4-_"
   },
   "source": [
    "We will perform various traditional and modern methods to understand and analyse the forecasting of time series data. We wil analyze the weather data for this purpose from openml.\n",
    "\n",
    "As usual we will load the data and perform various preprocessing. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "05BU4hPmcpHa"
   },
   "outputs": [],
   "source": [
    "from sklearn.datasets import fetch_openml\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already up-to-date: statsmodels in /Users/ben/anaconda3/lib/python3.6/site-packages (0.12.0)\n",
      "Requirement already satisfied, skipping upgrade: patsy>=0.5 in /Users/ben/anaconda3/lib/python3.6/site-packages (from statsmodels) (0.5.1)\n",
      "Requirement already satisfied, skipping upgrade: scipy>=1.1 in /Users/ben/anaconda3/lib/python3.6/site-packages (from statsmodels) (1.5.2)\n",
      "Requirement already satisfied, skipping upgrade: numpy>=1.15 in /Users/ben/anaconda3/lib/python3.6/site-packages (from statsmodels) (1.19.1)\n",
      "Requirement already satisfied, skipping upgrade: pandas>=0.21 in /Users/ben/anaconda3/lib/python3.6/site-packages (from statsmodels) (1.1.0)\n",
      "Requirement already satisfied, skipping upgrade: six in /Users/ben/anaconda3/lib/python3.6/site-packages (from patsy>=0.5->statsmodels) (1.15.0)\n",
      "Requirement already satisfied, skipping upgrade: python-dateutil>=2.7.3 in /Users/ben/anaconda3/lib/python3.6/site-packages (from pandas>=0.21->statsmodels) (2.7.5)\n",
      "Requirement already satisfied, skipping upgrade: pytz>=2017.2 in /Users/ben/anaconda3/lib/python3.6/site-packages (from pandas>=0.21->statsmodels) (2018.7)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install statsmodels --upgrade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 570
    },
    "colab_type": "code",
    "id": "51RH1Ax8YdW2",
    "outputId": "3b406db7-f212-4358-b2a7-71c684d01540"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': array([[1958.,    3.,   29.,    4.,    0.,    0.],\n",
       "        [1958.,    4.,    5.,    6.,    0.,    0.],\n",
       "        [1958.,    4.,   12.,    4.,    0.,    0.],\n",
       "        ...,\n",
       "        [2001.,   12.,   15.,    7.,    0.,    0.],\n",
       "        [2001.,   12.,   22.,    6.,    0.,    0.],\n",
       "        [2001.,   12.,   29.,    6.,    0.,    0.]]),\n",
       " 'target': array([316.1, 317.3, 317.6, ..., 371.2, 371.3, 371.5]),\n",
       " 'frame': None,\n",
       " 'categories': {'station': ['MLO']},\n",
       " 'feature_names': ['year', 'month', 'day', 'weight', 'flag', 'station'],\n",
       " 'target_names': ['co2'],\n",
       " 'DESCR': '**Weekly carbon-dioxide concentration averages derived from continuous air samples for the Mauna Loa Observatory, Hawaii, U.S.A.**<br><br>\\nThese weekly averages are ultimately based on measurements of 4 air samples per hour taken atop intake lines on several towers during steady periods of CO2 concentration of not less than 6 hours per day; if no such periods are available on a given day, then no data are used for that day. The _Weight_ column gives the number of days used in each weekly average. _Flag_ codes are explained in the NDP writeup, available electronically from the [home page](http://cdiac.ess-dive.lbl.gov/ftp/trends/co2/sio-keel-flask/maunaloa_c.dat) of this data set. CO2 concentrations are in terms of the 1999 calibration scale (Keeling et al., 2002) available electronically from the references in the NDP writeup which can be accessed from the home page of this data set.\\n<br><br>\\n### Feature Descriptions\\n_co2_: average co2 concentration in ppvm <br>\\n_year_: year of concentration measurement <br>\\n_month_: month of concentration measurement <br>\\n_day_: day of month of concentration measurement <br>\\n_weight_: number of days used in each weekly average <br>\\n_flag_: flag code <br>\\n_station_: station code <br>\\n<br>\\n**Author**: Carbon Dioxide Research Group, Scripps Institution of Oceanography, University of California-San Diego, La Jolla, California, USA 92023-0444 <br>\\n**Source**: [original](http://cdiac.ess-dive.lbl.gov/ftp/trends/co2/sio-keel-flask/maunaloa_c.dat) - September 2004\\n\\nDownloaded from openml.org.',\n",
       " 'details': {'id': '41187',\n",
       "  'name': 'mauna-loa-atmospheric-co2',\n",
       "  'version': '1',\n",
       "  'format': 'ARFF',\n",
       "  'collection_date': 'September 2004',\n",
       "  'upload_date': '2018-08-30T19:21:34',\n",
       "  'licence': 'CC0',\n",
       "  'url': 'https://www.openml.org/data/v1/download/19335951/mauna-loa-atmospheric-co2.arff',\n",
       "  'file_id': '19335951',\n",
       "  'default_target_attribute': 'co2',\n",
       "  'version_label': '1',\n",
       "  'visibility': 'public',\n",
       "  'original_data_url': 'http://cdiac.ess-dive.lbl.gov/ftp/trends/co2/sio-keel-flask/maunaloa_c.dat',\n",
       "  'status': 'active',\n",
       "  'processing_date': '2018-10-04 00:34:12',\n",
       "  'md5_checksum': 'fe3355c5e4f3cafc49adc4487806b9a1'},\n",
       " 'url': 'https://www.openml.org/d/41187'}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = fetch_openml(data_id=41187)\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "7SMJ1-o6asW6"
   },
   "source": [
    "We will use the scikit example  load_mauna_loa_atmospheric_co2 function for this purpose.\n",
    "(https://scikit-learn.org/stable/auto_examples/gaussian_process/plot_gpr_co2.html#sphx-glr-auto-examples-gaussian-process-plot-gpr-co2-py) \n",
    "\n",
    "This data is one of the earliest recordings available on atmospheric recordings of Co2. As it will be later observed, this data follows a sinusoidal pattern with the Co2 concentration rising in winters and falling in the summers owing to the falling of the plant and vegetation in the winter season. This has started happening quite quickly these days.\n",
    "\n",
    "This will spit out the average CO2 concentration measured at Mauna Loa Observatory in Hawaii from 1958 to 2001. We will try to model the CO2 concentration with respect to t."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "iXJEBmmJaKIH"
   },
   "outputs": [],
   "source": [
    "def load_mauna_loa_atmospheric_co2():\n",
    "    ml_data = fetch_openml(data_id=41187)\n",
    "    months = []\n",
    "    ppmv_sums = []\n",
    "    counts = []\n",
    " \n",
    "    y = ml_data.data[:, 0]\n",
    "    m = ml_data.data[:, 1]\n",
    "    month_float = y + (m - 1) / 12\n",
    "    ppmvs = ml_data.target\n",
    " \n",
    "    for month, ppmv in zip(month_float, ppmvs):\n",
    "        if not months or month != months[-1]:\n",
    "            months.append(month)\n",
    "            ppmv_sums.append(ppmv)\n",
    "            counts.append(1)\n",
    "        else:\n",
    "            # aggregate monthly sum to produce average\n",
    "            ppmv_sums[-1] += ppmv\n",
    "            counts[-1] += 1\n",
    " \n",
    "    months = np.asarray(months).reshape(-1, 1)\n",
    "    avg_ppmvs = np.asarray(ppmv_sums) / counts\n",
    "    return months, avg_ppmvs\n",
    "X, y = load_mauna_loa_atmospheric_co2()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "C1DC-GnogvxC"
   },
   "outputs": [],
   "source": [
    "df_CO2 = pd.DataFrame(data=X, columns = ['Year'])\n",
    "df_CO2['CO2 in ppm'] = y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 320
    },
    "colab_type": "code",
    "id": "eKbz1sqwcUQc",
    "outputId": "28d50dcc-c219-4a32-b025-2d30cf58cb18"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, 'CO2 conc. mauna_loa 1958-2001')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lm = sns.lmplot(x='Year', y='CO2 in ppm', data=df_CO2, height=4, aspect=4)\n",
    "fig = lm.fig \n",
    "fig.suptitle(\"CO2 conc. mauna_loa 1958-2001\", fontsize=12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "2aO9RKEvvQ7M"
   },
   "source": [
    "# We will take up the following models and show their usage step by step\n",
    "  * Autoregressive Integrated Moving Average (ARIMA) model\n",
    "  * Seasonal Autoregressive Integrated Moving-Average (SARIMA) model\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "zkozTFfZUYC7"
   },
   "outputs": [],
   "source": [
    "# ARIMA model\n",
    "# Autoregression of the time series data\n",
    "\n",
    "from statsmodels.tsa.arima_model import ARIMA\n",
    "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
    "\n",
    "from sklearn.metrics import mean_squared_error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 197
    },
    "colab_type": "code",
    "id": "z6I0zGDYq3Es",
    "outputId": "e47ddd47-73cc-4f82-86f6-3d0dfe53cbac"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>co2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1958-03-29</th>\n",
       "      <td>316.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958-04-05</th>\n",
       "      <td>317.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958-04-12</th>\n",
       "      <td>317.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958-04-19</th>\n",
       "      <td>317.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958-04-26</th>\n",
       "      <td>316.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              co2\n",
       "1958-03-29  316.1\n",
       "1958-04-05  317.3\n",
       "1958-04-12  317.6\n",
       "1958-04-19  317.5\n",
       "1958-04-26  316.4"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import statsmodels.api as stm\n",
    "d = stm.datasets.co2.load_pandas()\n",
    "co2 = d.data\n",
    "co2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "co2['co2'] = co2['co2'].fillna(y.interpolate())\n",
    "co2['co2'].isnull().sum()\n",
    "# Handle missing values in the data\n",
    "#co2['co2'] = co2['co2'].resample('MS').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>co2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1958-03-29</td>\n",
       "      <td>316.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1958-04-05</td>\n",
       "      <td>317.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1958-04-12</td>\n",
       "      <td>317.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1958-04-19</td>\n",
       "      <td>317.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1958-04-26</td>\n",
       "      <td>316.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ds    co2\n",
       "0 1958-03-29  316.1\n",
       "1 1958-04-05  317.3\n",
       "2 1958-04-12  317.6\n",
       "3 1958-04-19  317.5\n",
       "4 1958-04-26  316.4"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df = co2['1958':'1997']\n",
    "test_df = co2['1998':'2001']\n",
    "train_df = train_df.reset_index().rename(columns={'index': 'ds'})\n",
    "test_df = test_df.reset_index().rename(columns={'index': 'ds'})\n",
    "train_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 227
    },
    "colab_type": "code",
    "id": "bCKuvQj1ra6Y",
    "outputId": "edec6ed7-88bc-4af2-f498-15c5ce99f0e6"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ds</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1958-03-29</th>\n",
       "      <td>316.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958-04-05</th>\n",
       "      <td>317.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958-04-12</th>\n",
       "      <td>317.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958-04-19</th>\n",
       "      <td>317.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958-04-26</th>\n",
       "      <td>316.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                y\n",
       "ds               \n",
       "1958-03-29  316.1\n",
       "1958-04-05  317.3\n",
       "1958-04-12  317.6\n",
       "1958-04-19  317.5\n",
       "1958-04-26  316.4"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_CO2_fb = co2.reset_index()\n",
    "df_CO2_fb.columns = ['ds', 'y']\n",
    "df_CO2_fb['ds'] = df_CO2_fb['ds'].apply(pd.to_datetime)\n",
    "df_CO2_fb = df_CO2_fb.set_index('ds')\n",
    "\n",
    "df_CO2_fb.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1998-01-03</td>\n",
       "      <td>365.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1998-01-10</td>\n",
       "      <td>365.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1998-01-17</td>\n",
       "      <td>365.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1998-01-24</td>\n",
       "      <td>365.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1998-01-31</td>\n",
       "      <td>365.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ds      y\n",
       "0 1998-01-03  365.2\n",
       "1 1998-01-10  365.3\n",
       "2 1998-01-17  365.3\n",
       "3 1998-01-24  365.3\n",
       "4 1998-01-31  365.6"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#prediction_size = 52\n",
    "#train_df = df_CO2_fb[:-prediction_size]\n",
    "\n",
    "train_df = df_CO2_fb['1958':'1997']\n",
    "test_df = df_CO2_fb['1998':'2001']\n",
    "train_df = train_df.reset_index()\n",
    "test_df = test_df.reset_index()\n",
    "test_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 70
    },
    "colab_type": "code",
    "id": "JkQVh2p04pQi",
    "outputId": "cf501ff6-18bc-444a-9fcc-1c5d12a5dc65"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/ben/anaconda3/lib/python3.6/site-packages/statsmodels/tsa/arima_model.py:472: FutureWarning: \n",
      "statsmodels.tsa.arima_model.ARMA and statsmodels.tsa.arima_model.ARIMA have\n",
      "been deprecated in favor of statsmodels.tsa.arima.model.ARIMA (note the .\n",
      "between arima and model) and\n",
      "statsmodels.tsa.SARIMAX. These will be removed after the 0.12 release.\n",
      "\n",
      "statsmodels.tsa.arima.model.ARIMA makes use of the statespace framework and\n",
      "is both well tested and maintained.\n",
      "\n",
      "To silence this warning and continue using ARMA and ARIMA until they are\n",
      "removed, use:\n",
      "\n",
      "import warnings\n",
      "warnings.filterwarnings('ignore', 'statsmodels.tsa.arima_model.ARMA',\n",
      "                        FutureWarning)\n",
      "warnings.filterwarnings('ignore', 'statsmodels.tsa.arima_model.ARIMA',\n",
      "                        FutureWarning)\n",
      "\n",
      "  warnings.warn(ARIMA_DEPRECATION_WARN, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test MSE: 0.215\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/ben/anaconda3/lib/python3.6/site-packages/statsmodels/tsa/arima_model.py:472: FutureWarning: \n",
      "statsmodels.tsa.arima_model.ARMA and statsmodels.tsa.arima_model.ARIMA have\n",
      "been deprecated in favor of statsmodels.tsa.arima.model.ARIMA (note the .\n",
      "between arima and model) and\n",
      "statsmodels.tsa.SARIMAX. These will be removed after the 0.12 release.\n",
      "\n",
      "statsmodels.tsa.arima.model.ARIMA makes use of the statespace framework and\n",
      "is both well tested and maintained.\n",
      "\n",
      "To silence this warning and continue using ARMA and ARIMA until they are\n",
      "removed, use:\n",
      "\n",
      "import warnings\n",
      "warnings.filterwarnings('ignore', 'statsmodels.tsa.arima_model.ARMA',\n",
      "                        FutureWarning)\n",
      "warnings.filterwarnings('ignore', 'statsmodels.tsa.arima_model.ARIMA',\n",
      "                        FutureWarning)\n",
      "\n",
      "  warnings.warn(ARIMA_DEPRECATION_WARN, FutureWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test MSE: 0.215\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.tsa.arima_model import ARIMA\n",
    "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "def get_arima_model(history, order=(5, 1, 0)):\n",
    "    return ARIMA(history, order=order)\n",
    "\n",
    "def get_sarima_model(\n",
    "    history,\n",
    "    order=(5, 1, 1),\n",
    "    seasonal_order=(0, 1, 1, 4)\n",
    "    ):\n",
    "    return SARIMAX(\n",
    "        history,\n",
    "        order=order,\n",
    "        enforce_stationarity=True,\n",
    "        enforce_invertibility=False,\n",
    "        seasonal_order=seasonal_order\n",
    "    )\n",
    "\n",
    "\n",
    "def apply_model(train, test, model_fun=get_arima_model):\n",
    "  '''we just roll with the model and apply it to successive\n",
    "  time steps\n",
    "  '''\n",
    "  history = list(train)\n",
    "  predictions = list()\n",
    "  for t in test:\n",
    "    model = model_fun(history).fit(disp=0)\n",
    "    output = model.forecast()\n",
    "    predictions.append(output[0])\n",
    "    history.append(t)\n",
    "  error = mean_squared_error(test, predictions)\n",
    "  print('Test MSE: %.3f' % error)\n",
    "  #print(model.summary().tables[1])\n",
    "  return predictions, error\n",
    "\n",
    "predictions_arima, error_arima = apply_model(\n",
    "    train_df['y'].values, test_df['y'].values\n",
    ")\n",
    "predictions_sarima, error_sarima = apply_model(\n",
    "    train_df['y'].values, test_df['y'].values\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 350
    },
    "colab_type": "code",
    "id": "sWe9UqfwuV82",
    "outputId": "1a763e37-4b03-4b07-a915-1ac8dbbbb5dd"
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 5))\n",
    "ax1.plot(test_df['ds'], test_df['y'].values, label='actual')\n",
    "ax1.plot(test_df['ds'], predictions_arima, color='red', label='Arima predictions')\n",
    "ax1.set_title('ARIMA model')\n",
    "ax1.set_xlabel('Year')\n",
    "ax1.set_ylabel('CO2 Conc. in PPM')\n",
    "\n",
    "ax2.plot(test_df['ds'], test_df['y'].values, label='actual')\n",
    "ax2.plot(test_df['ds'], predictions_arima, color='red', label='predictions')\n",
    "ax2.legend(loc='upper left', shadow=True, fontsize='x-large')\n",
    "ax2.set_title('SARIMA model')\n",
    "ax2.set_xlabel('Year')\n",
    "ax2.set_ylabel('CO2 Conc. in PPM')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 350
    },
    "colab_type": "code",
    "id": "sZkKZdb9Kelj",
    "outputId": "6bd42adb-f5df-42eb-8d84-98be33ea0bfa"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(7, 5))\n",
    "ax.plot(test_df.ds, test_df.y, label='Actual')\n",
    "ax.plot(test_df.ds, predictions_sarima, color='red', label='Predicted')\n",
    "\n",
    "legend = ax.legend(loc='upper left', shadow=True, fontsize='x-large')\n",
    "plt.title('SARIMA model')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('CO2 Conc. in PPM')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 350
    },
    "colab_type": "code",
    "id": "qgakU91o6jnh",
    "outputId": "631f6bbe-20bb-48c0-e391-7dc49f03894d"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(7, 5))\n",
    "ax.plot(test_df.ds, test_df.y, label='Actual')\n",
    "ax.plot(test_df.ds, predictions_arima, color='red', label='Predicted')\n",
    "\n",
    "legend = ax.legend(loc='upper left', shadow=True, fontsize='x-large')\n",
    "plt.title('ARIMA model')\n",
    "plt.xlabel('Year')\n",
    "plt.ylabel('CO2 Conc. in PPM')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "JSJAHFB6MGdF"
   },
   "source": [
    "**Decomposition of signal using the statsmodel method**\n",
    "\n",
    "statsmodels provides a method to perform the decomposition of the signal based on seasonality of the data. Detailed mathematical analysis can be found at , “[STL: A Seasonal-Trend Decomposition Procedure Based on Loess.](http://www.wessa.net/download/stl.pdf)”\n",
    "\n",
    "The script here shows the time-series seasonal decomposition of the Co2 data showing a clear seasonal variation in the Co2 concentration whuch can be taraced back to the biology."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 656
    },
    "colab_type": "code",
    "id": "yaNF_ur9NKwL",
    "outputId": "8ce66ad4-706e-4f38-c9e6-8d71e480f460"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x648 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pylab import rcParams\n",
    "rcParams['figure.figsize'] = 11, 9\n",
    "\n",
    "result = stm.tsa.seasonal_decompose(co2['co2'], model='additive')\n",
    "pd.plotting.register_matplotlib_converters()\n",
    "result.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "UGjhqn4xf8Kg",
    "outputId": "04853869-b914-4c85-8a0e-acc6510190c5"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "209"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(predictions_arima)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "ZKRmo8Qc00wW"
   },
   "source": [
    "\n",
    "**Prophet**\n",
    "\n",
    "Prophet is a a library provided by Facebook for forecasting time series data. It works on  an additive model and fits non-linear models. The library works best when the data has strong seasonal effects and has enough historic trend available.\n",
    "\n",
    " Details can be found at\n",
    " \n",
    " https://facebook.github.io/prophet/\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 336
    },
    "colab_type": "code",
    "id": "1-ANyI1G1WWq",
    "outputId": "2f6ecbe5-e4db-469d-f6b5-c80f9ee703ca"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting fbprophet\n",
      "  Downloading fbprophet-0.7.1.tar.gz (64 kB)\n",
      "\u001b[K     |████████████████████████████████| 64 kB 1.8 MB/s eta 0:00:011\n",
      "\u001b[?25hRequirement already satisfied: Cython>=0.22 in /Users/ben/anaconda3/lib/python3.6/site-packages (from fbprophet) (0.29.2)\n",
      "Collecting cmdstanpy==0.9.5\n",
      "  Downloading cmdstanpy-0.9.5-py3-none-any.whl (37 kB)\n",
      "Collecting pystan>=2.14\n",
      "  Downloading pystan-2.19.1.1-cp36-cp36m-macosx_10_6_intel.whl (37.4 MB)\n",
      "\u001b[K     |████████████████████████████████| 37.4 MB 30.3 MB/s eta 0:00:01    |█████████▌                      | 11.1 MB 8.1 MB/s eta 0:00:04MB/s eta 0:00:03\n",
      "\u001b[?25hRequirement already satisfied: numpy>=1.15.4 in /Users/ben/anaconda3/lib/python3.6/site-packages (from fbprophet) (1.19.1)\n",
      "Requirement already satisfied: pandas>=1.0.4 in /Users/ben/anaconda3/lib/python3.6/site-packages (from fbprophet) (1.1.0)\n",
      "Requirement already satisfied: matplotlib>=2.0.0 in /Users/ben/.local/lib/python3.6/site-packages (from fbprophet) (3.2.2)\n",
      "Collecting LunarCalendar>=0.0.9\n",
      "  Downloading LunarCalendar-0.0.9-py2.py3-none-any.whl (18 kB)\n",
      "Collecting convertdate>=2.1.2\n",
      "  Downloading convertdate-2.2.2-py2.py3-none-any.whl (40 kB)\n",
      "\u001b[K     |████████████████████████████████| 40 kB 5.5 MB/s  eta 0:00:01\n",
      "\u001b[?25hCollecting holidays>=0.10.2\n",
      "  Downloading holidays-0.10.3.tar.gz (114 kB)\n",
      "\u001b[K     |████████████████████████████████| 114 kB 11.0 MB/s eta 0:00:01\n",
      "\u001b[?25hCollecting setuptools-git>=1.2\n",
      "  Downloading setuptools_git-1.2-py2.py3-none-any.whl (10 kB)\n",
      "Collecting python-dateutil>=2.8.0\n",
      "  Using cached python_dateutil-2.8.1-py2.py3-none-any.whl (227 kB)\n",
      "Requirement already satisfied: tqdm>=4.36.1 in /Users/ben/.local/lib/python3.6/site-packages (from fbprophet) (4.47.0)\n",
      "Requirement already satisfied: pytz>=2017.2 in /Users/ben/anaconda3/lib/python3.6/site-packages (from pandas>=1.0.4->fbprophet) (2018.7)\n",
      "Requirement already satisfied: cycler>=0.10 in /Users/ben/anaconda3/lib/python3.6/site-packages (from matplotlib>=2.0.0->fbprophet) (0.10.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /Users/ben/anaconda3/lib/python3.6/site-packages (from matplotlib>=2.0.0->fbprophet) (1.0.1)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /Users/ben/anaconda3/lib/python3.6/site-packages (from matplotlib>=2.0.0->fbprophet) (2.4.7)\n",
      "Collecting ephem>=3.7.5.3\n",
      "  Downloading ephem-3.7.7.1-cp36-cp36m-macosx_10_6_intel.whl (1.5 MB)\n",
      "\u001b[K     |████████████████████████████████| 1.5 MB 12.6 MB/s eta 0:00:01\n",
      "\u001b[?25hCollecting pymeeus<=1,>=0.3.6\n",
      "  Downloading PyMeeus-0.3.7.tar.gz (732 kB)\n",
      "\u001b[K     |████████████████████████████████| 732 kB 13.6 MB/s eta 0:00:01     |█████████▉                      | 225 kB 13.6 MB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: six in /Users/ben/anaconda3/lib/python3.6/site-packages (from holidays>=0.10.2->fbprophet) (1.15.0)\n",
      "Collecting korean_lunar_calendar\n",
      "  Downloading korean_lunar_calendar-0.2.1-py3-none-any.whl (8.0 kB)\n",
      "Requirement already satisfied: setuptools in /Users/ben/anaconda3/lib/python3.6/site-packages (from kiwisolver>=1.0.1->matplotlib>=2.0.0->fbprophet) (49.6.0.post20200814)\n",
      "Building wheels for collected packages: fbprophet, holidays, pymeeus\n",
      "  Building wheel for fbprophet (setup.py) ... \u001b[?25lerror\n",
      "\u001b[31m  ERROR: Command errored out with exit status 1:\n",
      "   command: /Users/ben/anaconda3/bin/python3.6 -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '\"'\"'/private/var/folders/80/g9sqgdws2rn0yc3rd5y3nd340000gp/T/pip-install-ga0zo1id/fbprophet/setup.py'\"'\"'; __file__='\"'\"'/private/var/folders/80/g9sqgdws2rn0yc3rd5y3nd340000gp/T/pip-install-ga0zo1id/fbprophet/setup.py'\"'\"';f=getattr(tokenize, '\"'\"'open'\"'\"', open)(__file__);code=f.read().replace('\"'\"'\\r\\n'\"'\"', '\"'\"'\\n'\"'\"');f.close();exec(compile(code, __file__, '\"'\"'exec'\"'\"'))' bdist_wheel -d /private/var/folders/80/g9sqgdws2rn0yc3rd5y3nd340000gp/T/pip-wheel-gavng_1g\n",
      "       cwd: /private/var/folders/80/g9sqgdws2rn0yc3rd5y3nd340000gp/T/pip-install-ga0zo1id/fbprophet/\n",
      "  Complete output (44 lines):\n",
      "  running bdist_wheel\n",
      "  running build\n",
      "  running build_py\n",
      "  creating build\n",
      "  creating build/lib\n",
      "  creating build/lib/fbprophet\n",
      "  creating build/lib/fbprophet/stan_model\n",
      "  Traceback (most recent call last):\n",
      "    File \"<string>\", line 1, in <module>\n",
      "    File \"/private/var/folders/80/g9sqgdws2rn0yc3rd5y3nd340000gp/T/pip-install-ga0zo1id/fbprophet/setup.py\", line 149, in <module>\n",
      "      long_description_content_type='text/markdown',\n",
      "    File \"/Users/ben/anaconda3/lib/python3.6/site-packages/setuptools/__init__.py\", line 163, in setup\n",
      "      return distutils.core.setup(**attrs)\n",
      "    File \"/Users/ben/anaconda3/lib/python3.6/distutils/core.py\", line 148, in setup\n",
      "      dist.run_commands()\n",
      "    File \"/Users/ben/anaconda3/lib/python3.6/distutils/dist.py\", line 955, in run_commands\n",
      "      self.run_command(cmd)\n",
      "    File \"/Users/ben/anaconda3/lib/python3.6/distutils/dist.py\", line 974, in run_command\n",
      "      cmd_obj.run()\n",
      "    File \"/Users/ben/anaconda3/lib/python3.6/site-packages/wheel/bdist_wheel.py\", line 290, in run\n",
      "      self.run_command('build')\n",
      "    File \"/Users/ben/anaconda3/lib/python3.6/distutils/cmd.py\", line 313, in run_command\n",
      "      self.distribution.run_command(command)\n",
      "    File \"/Users/ben/anaconda3/lib/python3.6/distutils/dist.py\", line 974, in run_command\n",
      "      cmd_obj.run()\n",
      "    File \"/Users/ben/anaconda3/lib/python3.6/distutils/command/build.py\", line 135, in run\n",
      "      self.run_command(cmd_name)\n",
      "    File \"/Users/ben/anaconda3/lib/python3.6/distutils/cmd.py\", line 313, in run_command\n",
      "      self.distribution.run_command(command)\n",
      "    File \"/Users/ben/anaconda3/lib/python3.6/distutils/dist.py\", line 974, in run_command\n",
      "      cmd_obj.run()\n",
      "    File \"/private/var/folders/80/g9sqgdws2rn0yc3rd5y3nd340000gp/T/pip-install-ga0zo1id/fbprophet/setup.py\", line 48, in run\n",
      "      build_models(target_dir)\n",
      "    File \"/private/var/folders/80/g9sqgdws2rn0yc3rd5y3nd340000gp/T/pip-install-ga0zo1id/fbprophet/setup.py\", line 36, in build_models\n",
      "      from fbprophet.models import StanBackendEnum\n",
      "    File \"/private/var/folders/80/g9sqgdws2rn0yc3rd5y3nd340000gp/T/pip-install-ga0zo1id/fbprophet/fbprophet/__init__.py\", line 8, in <module>\n",
      "      from fbprophet.forecaster import Prophet\n",
      "    File \"/private/var/folders/80/g9sqgdws2rn0yc3rd5y3nd340000gp/T/pip-install-ga0zo1id/fbprophet/fbprophet/forecaster.py\", line 17, in <module>\n",
      "      from fbprophet.make_holidays import get_holiday_names, make_holidays_df\n",
      "    File \"/private/var/folders/80/g9sqgdws2rn0yc3rd5y3nd340000gp/T/pip-install-ga0zo1id/fbprophet/fbprophet/make_holidays.py\", line 14, in <module>\n",
      "      import fbprophet.hdays as hdays_part2\n",
      "    File \"/private/var/folders/80/g9sqgdws2rn0yc3rd5y3nd340000gp/T/pip-install-ga0zo1id/fbprophet/fbprophet/hdays.py\", line 13, in <module>\n",
      "      from convertdate.islamic import from_gregorian, to_gregorian\n",
      "  ModuleNotFoundError: No module named 'convertdate'\n",
      "  ----------------------------------------\u001b[0m\n",
      "\u001b[31m  ERROR: Failed building wheel for fbprophet\u001b[0m\n",
      "\u001b[?25h  Running setup.py clean for fbprophet\n",
      "  Building wheel for holidays (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for holidays: filename=holidays-0.10.3-py3-none-any.whl size=115855 sha256=213de8ff434c50da2f7a14f6cbb2dcb5eb35622207e00ca17c1cde59bf2d194f\n",
      "  Stored in directory: /Users/ben/Library/Caches/pip/wheels/a6/7e/14/7b8680d78a931b7cb01c7c543226406a1eb828674707a9d211\n",
      "  Building wheel for pymeeus (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for pymeeus: filename=PyMeeus-0.3.7-py3-none-any.whl size=702877 sha256=dc32a95914532ee7c53c989c156fd45bb760970a83981f090b914decec4b2053\n",
      "  Stored in directory: /Users/ben/Library/Caches/pip/wheels/e9/c3/07/d32faf16682e2cd245be46e4c54053c8c82fa9762f4a4bcc63\n",
      "Successfully built holidays pymeeus\n",
      "Failed to build fbprophet\n",
      "\u001b[33mDEPRECATION: Could not build wheels for fbprophet which do not use PEP 517. pip will fall back to legacy 'setup.py install' for these. pip 21.0 will remove support for this functionality. A possible replacement is to fix the wheel build issue reported above. You can find discussion regarding this at https://github.com/pypa/pip/issues/8368.\u001b[0m\n",
      "Installing collected packages: cmdstanpy, pystan, python-dateutil, ephem, LunarCalendar, pymeeus, convertdate, korean-lunar-calendar, holidays, setuptools-git, fbprophet\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Attempting uninstall: python-dateutil\n",
      "    Found existing installation: python-dateutil 2.7.5\n",
      "    Uninstalling python-dateutil-2.7.5:\n",
      "      Successfully uninstalled python-dateutil-2.7.5\n",
      "    Running setup.py install for fbprophet ... \u001b[?25ldone\n",
      "\u001b[31mERROR: After October 2020 you may experience errors when installing or updating packages. This is because pip will change the way that it resolves dependency conflicts.\n",
      "\n",
      "We recommend you use --use-feature=2020-resolver to test your packages with the new resolver before it becomes the default.\n",
      "\n",
      "boto3 1.9.70 requires botocore<1.13.0,>=1.12.70, but you'll have botocore 1.17.51 which is incompatible.\u001b[0m\n",
      "\u001b[?25hSuccessfully installed LunarCalendar-0.0.9 cmdstanpy-0.9.5 convertdate-2.2.2 ephem-3.7.7.1 fbprophet-0.7.1 holidays-0.10.3 korean-lunar-calendar-0.2.1 pymeeus-0.3.7 pystan-2.19.1.1 python-dateutil-2.8.1 setuptools-git-1.2\n"
     ]
    }
   ],
   "source": [
    "!pip install fbprophet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Uyd_2cgTKyqc"
   },
   "outputs": [],
   "source": [
    "from fbprophet import Prophet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 531
    },
    "colab_type": "code",
    "id": "-_7d7ab5cMQG",
    "outputId": "5d7dc5d2-54f9-4821-a854-785e812b4f35"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Weekely Co2 in ppm')"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "plt.figure(figsize=(16, 8))\n",
    "ax = sns.lineplot(x='ds', y='y', color='skyblue', data=train_df, label='Train')\n",
    "sns.lineplot(x='ds', y='y', color='orange', label='Test', data=test_df, ax=ax)\n",
    "plt.title('Weekely Co2 in ppm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "mC8o9xlPcgRu",
    "outputId": "809d9579-9e27-46af-e3fe-c95b7e7f92a9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average Co2 conc (ppm) in the train set: 336.72077108433706\n"
     ]
    }
   ],
   "source": [
    "train_df['mean_baseline'] = train_df['y'].mean()\n",
    "test_df['mean_baseline']  = test_df['y'].mean()\n",
    "print('Average Co2 conc (ppm) in the train set:', train_df['y'].mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "NDpdDgDVc4_P"
   },
   "outputs": [],
   "source": [
    "train_df['naive_baseline'] = train_df['y'].shift(1).bfill()\n",
    "train_last_observation = train_df['naive_baseline'].iloc[-1]\n",
    "test_df['naive_baseline'] = train_last_observation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 513
    },
    "colab_type": "code",
    "id": "fQpEjxxZdLGH",
    "outputId": "af869aae-f6a4-4744-97ef-f8668c4a4601"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "ax = sns.lineplot(x='ds', y='y', color='skyblue', data=train_df, label='Train')\n",
    "sns.lineplot(x='ds', y='y', color='orange', label='Test', data=test_df, ax=ax)\n",
    "sns.lineplot(x='ds', y='mean_baseline', color='black', data=train_df, label='Mean', ax=ax)\n",
    "sns.lineplot(x='ds', y='mean_baseline', color='gray', data=test_df, label='Mean',ax=ax)\n",
    "sns.lineplot(x='ds', y='naive_baseline', color='red', alpha=.5, data=train_df, label='Naive', ax=ax)\n",
    "sns.lineplot(x='ds', y='naive_baseline', color='blue', data=test_df, label='Naive',ax=ax)\n",
    "\n",
    "plt.title('weekely Co2(ppm) in Mauna Loa');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 52
    },
    "colab_type": "code",
    "id": "EtMlojnVeOpV",
    "outputId": "636dffdf-0fa6-42e5-9f1a-bf962da709aa"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train MSE, for mean baseline: 227.32899162882546\n",
      "Test MSE, for mean baseline: 5.9395421350243796\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error\n",
    "train_df = train_df.fillna(method='ffill')\n",
    "test_df = test_df.fillna(method='ffill')\n",
    "train_mse = mean_squared_error(train_df['y'], train_df['mean_baseline'])\n",
    "test_mse = mean_squared_error(test_df['y'], test_df['mean_baseline'])\n",
    "print('Train MSE, for mean baseline:', train_mse)\n",
    "print('Test MSE, for mean baseline:', test_mse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 52
    },
    "colab_type": "code",
    "id": "x3YMdAGDfzqx",
    "outputId": "61eb0a82-f4ab-4ee0-cde4-4798e8bcfde7"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train MAE, for naive baseline: 0.2369673162826746\n",
      "Test MAE, for naive baseline: 26.727033492823075\n"
     ]
    }
   ],
   "source": [
    "train_mse = mean_squared_error(train_df['y'], train_df['naive_baseline'])\n",
    "test_mse = mean_squared_error(test_df['y'], test_df['naive_baseline'])\n",
    "print('Train MAE, for naive baseline:', train_mse)\n",
    "print('Test MAE, for naive baseline:', test_mse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "jOPU3Y1ng-fc"
   },
   "outputs": [],
   "source": [
    "train_df = train_df.fillna(method='ffill')\n",
    "test_df = test_df.fillna(method='ffill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "TbbKbZ0m00CJ"
   },
   "outputs": [],
   "source": [
    "train_df = train_df.rename(columns={'index': 'ds'})\n",
    "test_df = test_df.rename(columns={'index': 'ds'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 52
    },
    "colab_type": "code",
    "id": "yfmBuKdvbSHj",
    "outputId": "dc466bab-85aa-4a51-e0d7-8ac83b90d33b"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Overriding pythran description with argspec information for: numpy.concatenate\n",
      "WARNING: Overriding pythran description with argspec information for: numpy.empty_like\n",
      "INFO: Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    }
   ],
   "source": [
    "Co2_model= Prophet(interval_width=0.1, seasonality_mode='multiplicative', weekly_seasonality=False)\n",
    "\n",
    "Co2_model.fit(train_df)\n",
    "train_forecast = Co2_model.predict(train_df[['ds', 'y']])\n",
    "test_forecast = Co2_model.predict(test_df[['ds', 'y']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 52
    },
    "colab_type": "code",
    "id": "Zv6B16vBhz09",
    "outputId": "4a03358d-6775-4915-e6c3-9f5887d462a1"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train MSE for Prophet: 0.193987274656432\n",
      "Test MSE for Prophet: 3.4432226389990754\n"
     ]
    }
   ],
   "source": [
    "train_mse = mean_squared_error(train_df['y'], train_forecast['yhat'])\n",
    "test_mse = mean_squared_error(test_df['y'], test_forecast['yhat'])\n",
    "print('Train MSE for Prophet:', train_mse)\n",
    "print('Test MSE for Prophet:', test_mse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 584
    },
    "colab_type": "code",
    "id": "hr8FWiDcgg5O",
    "outputId": "e7663641-367f-476f-934f-e927c5b373f7"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'CO2 conc(PPM) in Mauna Loa')"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.lineplot(x='ds', y='y', color='skyblue', data=train_df[['ds', 'y']], label='Train')\n",
    "sns.lineplot(x='ds', y='y', color='orange', label='Test', data=test_df[['ds', 'y']], ax=ax)\n",
    "sns.lineplot(x='ds', y='yhat', color='red', label='Train Forecast', data=train_forecast, ax=ax)\n",
    "sns.lineplot(x='ds', y='yhat', color='black', label='Test Forecast', data=test_forecast, ax=ax)\n",
    "\n",
    "plt.title('CO2 conc(PPM) in Mauna Loa')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "o6AFRpbbMqLB"
   },
   "outputs": [],
   "source": [
    "fut = Co2_model.make_future_dataframe(periods=12, freq='M')\n",
    "forecast_df = Co2_model.predict(fut)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "84qURIk4M2st"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Co2_model.plot(forecast_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "sWL26eZfteWk"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Co2_model.plot_components(forecast_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "Qz_Jdf6M4IKX"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>trend</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "      <th>trend_lower</th>\n",
       "      <th>trend_upper</th>\n",
       "      <th>multiplicative_terms</th>\n",
       "      <th>multiplicative_terms_lower</th>\n",
       "      <th>multiplicative_terms_upper</th>\n",
       "      <th>yearly</th>\n",
       "      <th>yearly_lower</th>\n",
       "      <th>yearly_upper</th>\n",
       "      <th>additive_terms</th>\n",
       "      <th>additive_terms_lower</th>\n",
       "      <th>additive_terms_upper</th>\n",
       "      <th>yhat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2082</th>\n",
       "      <td>1998-07-31</td>\n",
       "      <td>365.003795</td>\n",
       "      <td>364.741072</td>\n",
       "      <td>364.840277</td>\n",
       "      <td>365.003795</td>\n",
       "      <td>365.003795</td>\n",
       "      <td>-0.000573</td>\n",
       "      <td>-0.000573</td>\n",
       "      <td>-0.000573</td>\n",
       "      <td>-0.000573</td>\n",
       "      <td>-0.000573</td>\n",
       "      <td>-0.000573</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>364.794512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2083</th>\n",
       "      <td>1998-08-31</td>\n",
       "      <td>365.121628</td>\n",
       "      <td>362.567744</td>\n",
       "      <td>362.684755</td>\n",
       "      <td>365.121628</td>\n",
       "      <td>365.121628</td>\n",
       "      <td>-0.006722</td>\n",
       "      <td>-0.006722</td>\n",
       "      <td>-0.006722</td>\n",
       "      <td>-0.006722</td>\n",
       "      <td>-0.006722</td>\n",
       "      <td>-0.006722</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>362.667349</td>\n",
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       "    <tr>\n",
       "      <th>2084</th>\n",
       "      <td>1998-09-30</td>\n",
       "      <td>365.235659</td>\n",
       "      <td>361.485812</td>\n",
       "      <td>361.606431</td>\n",
       "      <td>365.235659</td>\n",
       "      <td>365.235659</td>\n",
       "      <td>-0.010172</td>\n",
       "      <td>-0.010172</td>\n",
       "      <td>-0.010172</td>\n",
       "      <td>-0.010172</td>\n",
       "      <td>-0.010172</td>\n",
       "      <td>-0.010172</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>361.520464</td>\n",
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       "    <tr>\n",
       "      <th>2085</th>\n",
       "      <td>1998-10-31</td>\n",
       "      <td>365.353491</td>\n",
       "      <td>362.343376</td>\n",
       "      <td>362.480553</td>\n",
       "      <td>365.353491</td>\n",
       "      <td>365.353491</td>\n",
       "      <td>-0.008013</td>\n",
       "      <td>-0.008013</td>\n",
       "      <td>-0.008013</td>\n",
       "      <td>-0.008013</td>\n",
       "      <td>-0.008013</td>\n",
       "      <td>-0.008013</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>362.425768</td>\n",
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       "    <tr>\n",
       "      <th>2086</th>\n",
       "      <td>1998-11-30</td>\n",
       "      <td>365.467522</td>\n",
       "      <td>363.868973</td>\n",
       "      <td>363.983608</td>\n",
       "      <td>365.467522</td>\n",
       "      <td>365.467522</td>\n",
       "      <td>-0.004294</td>\n",
       "      <td>-0.004294</td>\n",
       "      <td>-0.004294</td>\n",
       "      <td>-0.004294</td>\n",
       "      <td>-0.004294</td>\n",
       "      <td>-0.004294</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>363.898057</td>\n",
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      "text/plain": [
       "             ds       trend  yhat_lower  yhat_upper  trend_lower  trend_upper  \\\n",
       "2082 1998-07-31  365.003795  364.741072  364.840277   365.003795   365.003795   \n",
       "2083 1998-08-31  365.121628  362.567744  362.684755   365.121628   365.121628   \n",
       "2084 1998-09-30  365.235659  361.485812  361.606431   365.235659   365.235659   \n",
       "2085 1998-10-31  365.353491  362.343376  362.480553   365.353491   365.353491   \n",
       "2086 1998-11-30  365.467522  363.868973  363.983608   365.467522   365.467522   \n",
       "\n",
       "      multiplicative_terms  multiplicative_terms_lower  \\\n",
       "2082             -0.000573                   -0.000573   \n",
       "2083             -0.006722                   -0.006722   \n",
       "2084             -0.010172                   -0.010172   \n",
       "2085             -0.008013                   -0.008013   \n",
       "2086             -0.004294                   -0.004294   \n",
       "\n",
       "      multiplicative_terms_upper    yearly  yearly_lower  yearly_upper  \\\n",
       "2082                   -0.000573 -0.000573     -0.000573     -0.000573   \n",
       "2083                   -0.006722 -0.006722     -0.006722     -0.006722   \n",
       "2084                   -0.010172 -0.010172     -0.010172     -0.010172   \n",
       "2085                   -0.008013 -0.008013     -0.008013     -0.008013   \n",
       "2086                   -0.004294 -0.004294     -0.004294     -0.004294   \n",
       "\n",
       "      additive_terms  additive_terms_lower  additive_terms_upper        yhat  \n",
       "2082             0.0                   0.0                   0.0  364.794512  \n",
       "2083             0.0                   0.0                   0.0  362.667349  \n",
       "2084             0.0                   0.0                   0.0  361.520464  \n",
       "2085             0.0                   0.0                   0.0  362.425768  \n",
       "2086             0.0                   0.0                   0.0  363.898057  "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecast_df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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